Generating cognitive usage models for drive operations

ABSTRACT

A method includes gathering usage data of a tape drive during usage thereof and creating and/or updating a usage model based on the usage data. The method includes determining that the usage model has reached a predefined confidence level and performing an action in response to determining that the usage model has reached the predefined confidence level. A computer program product for increasing the life of tape drives includes a computer readable storage medium having program instructions embodied therewith. The computer program product includes program instructions executable by a computer. The program instructions cause the computer to perform the foregoing method.

BACKGROUND

The present invention relates to data storage systems, and more particularly, this invention relates to increasing the life of drives.

In magnetic storage systems, magnetic transducers read data from and write data onto magnetic recording media. Data is written on the magnetic recording media by moving a magnetic recording transducer to a position over the media where the data is to be stored. The magnetic recording transducer then generates a magnetic field, which encodes the data into the magnetic media. Data is read from the media by similarly positioning the magnetic read transducer and then sensing the magnetic field of the magnetic media. Read and write operations may be independently synchronized with the movement of the media to ensure that the data can be read from and written to the desired location on the media.

An important and continuing goal in the data storage industry is that of increasing the density of data stored on a medium. For tape storage systems, that goal has led to increasing the track and linear bit density on recording tape, and decreasing the thickness of the magnetic tape medium. However, the development of small footprint, higher performance tape drive systems has created various problems in the design of a tape head assembly for use in such systems.

The usage patterns of tape drives and libraries may vary greatly from customer to customer. Some customers use the tape drive to write to a new tape cartridge once and then store the cartridge (e.g. a green media usage model). Other customers prefer to constantly rewrite and reuse tape cartridges (e.g. a long length durability (LLD) usage model). Still other customers prefer to append multiple small packets of data to a tape cartridge (e.g. a constant append model). Data center environments may be dramatically different from data center to data center. Tape media users additionally have many vendor options to choose from for media and/or cleaning tapes. A standardized set of tape drive operation rules and/or specifications may not meet the needs of all these various usage models and may result in higher rates of drive returns, repairs, and/or warranty claims.

SUMMARY

A method according to one embodiment includes gathering usage data of a tape drive during usage thereof and creating and/or updating a usage model based on the usage data. The method includes determining that the usage model has reached a predefined confidence level and performing an action in response to determining that the usage model has reached the predefined confidence level.

A computer program product for increasing the life of tape drives, according to one embodiment, includes a computer readable storage medium having program instructions embodied therewith. The computer program product includes program instructions executable by a computer. The program instructions cause the computer to perform the foregoing method.

An apparatus according to one embodiment includes a magnetic head and a controller coupled to the magnetic head. The controller is configured to gather usage data of a tape drive during usage thereof and create and/or update a usage model based on the usage data. The controller also determines that the usage model has reached a predefined confidence level and performs an action in response to determining that the usage model has reached the predefined confidence level. The apparatus also includes a drive mechanism for passing a magnetic medium over the magnetic head.

Any of these embodiments may be implemented in a magnetic data storage system such as a tape drive system, which may include a magnetic head, a drive mechanism for passing a magnetic medium (e.g., recording tape) over the magnetic head, and a controller electrically coupled to the magnetic head.

Other aspects and embodiments of the present invention will become apparent from the following detailed description, which, when taken in conjunction with the drawings, illustrate by way of example the principles of the invention.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1A is a schematic diagram of a simplified tape drive system according to one embodiment.

FIG. 1B is a schematic diagram of a tape cartridge according to one embodiment.

FIG. 2A illustrates a side view of a flat-lapped, bi-directional, two-module magnetic tape head according to one embodiment.

FIG. 2B is a tape bearing surface view taken from Line 2B of FIG. 2A.

FIG. 2C is a detailed view taken from Circle 2C of FIG. 2B.

FIG. 2D is a detailed view of a partial tape bearing surface of a pair of modules.

FIG. 3 is a partial tape bearing surface view of a magnetic head having a write-read-write configuration.

FIG. 4 is a partial tape bearing surface view of a magnetic head having a read-write-read configuration.

FIG. 5 is a side view of a magnetic tape head with three modules according to one embodiment where the modules all generally lie along about parallel planes.

FIG. 6 is a side view of a magnetic tape head with three modules in a tangent (angled) configuration.

FIG. 7 is a side view of a magnetic tape head with three modules in an overwrap configuration.

FIGS. 8A-8C are schematics depicting the principles of tape tenting.

FIG. 9 is a representational diagram of files and indexes stored on a magnetic tape according to one embodiment.

FIG. 10 is a flowchart of a method, according to one embodiment.

DETAILED DESCRIPTION

The following description is made for the purpose of illustrating the general principles of the present invention and is not meant to limit the inventive concepts claimed herein. Further, particular features described herein can be used in combination with other described features in each of the various possible combinations and permutations.

Unless otherwise specifically defined herein, all terms are to be given their broadest possible interpretation including meanings implied from the specification as well as meanings understood by those skilled in the art and/or as defined in dictionaries, treatises, etc.

It must also be noted that, as used in the specification and the appended claims, the singular forms “a,” “an” and “the” include plural referents unless otherwise specified.

The following description discloses several preferred embodiments of magnetic storage systems, as well as operation and/or component parts thereof.

In one general embodiment, a method includes gathering usage data of a tape drive during usage thereof and creating and/or updating a usage model based on the usage data. The method includes determining that the usage model has reached a predefined confidence level and performing an action in response to determining that the usage model has reached the predefined confidence level.

In another general embodiment, a computer program product for increasing the life of tape drives includes a computer readable storage medium having program instructions embodied therewith. The computer program product includes program instructions executable by a computer. The program instructions cause the computer to perform the foregoing method.

In another general embodiment, an apparatus according to one embodiment includes a magnetic head and a controller coupled to the magnetic head. The controller is configured to gather usage data of a tape drive during usage thereof and create and/or update a usage model based on the usage data. The controller also determines that the usage model has reached a predefined confidence level and performs an action in response to determining that the usage model has reached the predefined confidence level. The apparatus also includes a drive mechanism for passing a magnetic medium over the magnetic head.

FIG. 1A illustrates a simplified tape drive 100 of a tape-based data storage system, which may be employed in the context of the present invention. While one specific implementation of a tape drive is shown in FIG. 1A, it should be noted that the embodiments described herein may be implemented in the context of any type of tape drive system.

As shown, a tape supply cartridge 120 and a take-up reel 121 are provided to support a tape 122. One or more of the reels may form part of a removable cartridge and are not necessarily part of the system 100. The tape drive, such as that illustrated in FIG. 1A, may further include drive motor(s) to drive the tape supply cartridge 120 and the take-up reel 121 to move the tape 122 over a tape head 126 of any type. Such head may include an array of readers, writers, or both.

Guides 125 guide the tape 122 across the tape head 126. Such tape head 126 is in turn coupled to a controller 128 via a cable 130. The controller 128, may be or include a processor and/or any logic for controlling any subsystem of the drive 100. For example, the controller 128 typically controls head functions such as servo following, data writing, data reading, etc. The controller 128 may include at least one servo channel and at least one data channel, each of which include data flow processing logic configured to process and/or store information to be written to and/or read from the tape 122. The controller 128 may operate under logic known in the art, as well as any logic disclosed herein, and thus may be considered as a processor for any of the descriptions of tape drives included herein, in various embodiments. The controller 128 may be coupled to a memory 136 of any known type, which may store instructions executable by the controller 128. Moreover, the controller 128 may be configured and/or programmable to perform or control some or all of the methodology presented herein. Thus, the controller 128 may be considered to be configured to perform various operations by way of logic programmed into one or more chips, modules, and/or blocks; software, firmware, and/or other instructions being available to one or more processors; etc., and combinations thereof.

The cable 130 may include read/write circuits to transmit data to the head 126 to be recorded on the tape 122 and to receive data read by the head 126 from the tape 122. An actuator 132 controls position of the head 126 relative to the tape 122.

An interface 134 may also be provided for communication between the tape drive 100 and a host (internal or external) to send and receive the data and for controlling the operation of the tape drive 100 and communicating the status of the tape drive 100 to the host, all as will be understood by those of skill in the art.

FIG. 1B illustrates an exemplary tape cartridge 150 according to one embodiment. Such tape cartridge 150 may be used with a system such as that shown in FIG. 1A. As shown, the tape cartridge 150 includes a housing 152, a tape 122 in the housing 152, and a nonvolatile memory 156 coupled to the housing 152. In some approaches, the nonvolatile memory 156 may be embedded inside the housing 152, as shown in FIG. 1B. In more approaches, the nonvolatile memory 156 may be attached to the inside or outside of the housing 152 without modification of the housing 152. For example, the nonvolatile memory may be embedded in a self-adhesive label 154. In one preferred embodiment, the nonvolatile memory 156 may be a Flash memory device, read-only memory (ROM) device, etc., embedded into or coupled to the inside or outside of the tape cartridge 150. The nonvolatile memory is accessible by the tape drive and the tape operating software (the driver software), and/or another device.

By way of example, FIG. 2A illustrates a side view of a flat-lapped, bi-directional, two-module magnetic tape head 200 which may be implemented in the context of the present invention. As shown, the head includes a pair of bases 202, each equipped with a module 204, and fixed at a small angle α with respect to each other. The bases may be “U-beams” that are adhesively coupled together. Each module 204 includes a substrate 204A and a closure 204B with a thin film portion, commonly referred to as a “gap” in which the readers and/or writers 206 are formed. In use, a tape 208 is moved over the modules 204 along a media (tape) bearing surface 209 in the manner shown for reading and writing data on the tape 208 using the readers and writers. The wrap angle θ of the tape 208 at edges going onto and exiting the flat media support surfaces 209 are usually between about 0.1 degree and about 3 degrees.

The substrates 204A are typically constructed of a wear resistant material, such as a ceramic. The closures 204B may be made of the same or similar ceramic as the substrates 204A.

The readers and writers may be arranged in a piggyback or merged configuration. An illustrative piggybacked configuration comprises a (magnetically inductive) writer transducer on top of (or below) a (magnetically shielded) reader transducer (e.g., a magnetoresistive reader, etc.), wherein the poles of the writer and the shields of the reader are generally separated. An illustrative merged configuration comprises one reader shield in the same physical layer as one writer pole (hence, “merged”). The readers and writers may also be arranged in an interleaved configuration. Alternatively, each array of channels may be readers or writers only. Any of these arrays may contain one or more servo track readers for reading servo data on the medium.

FIG. 2B illustrates the tape bearing surface 209 of one of the modules 204 taken from Line 2B of FIG. 2A. A representative tape 208 is shown in dashed lines. The module 204 is preferably long enough to be able to support the tape as the head steps between data bands.

In this example, the tape 208 includes 4 to 32 data bands, e.g., with 16 data bands and 17 servo tracks 210, as shown in FIG. 2B on a one-half inch wide tape 208. The data bands are defined between servo tracks 210. Each data band may include a number of data tracks, for example 1024 data tracks (not shown). During read/write operations, the readers and/or writers 206 are positioned to specific track positions within one of the data bands. Outer readers, sometimes called servo readers, read the servo tracks 210. The servo signals are in turn used to keep the readers and/or writers 206 aligned with a particular set of tracks during the read/write operations.

FIG. 2C depicts a plurality of readers and/or writers 206 formed in a gap 218 on the module 204 in Circle 2C of FIG. 2B. As shown, the array of readers and writers 206 includes, for example, 16 writers 214, 16 readers 216 and two servo readers 212, though the number of elements may vary. Illustrative embodiments include 8, 16, 32, 40, and 64 active readers and/or writers 206 per array, and alternatively interleaved designs having odd numbers of reader or writers such as 17, 25, 33, etc. An illustrative embodiment includes 32 readers per array and/or 32 writers per array, where the actual number of transducer elements could be greater, e.g., 33, 34, etc. This allows the tape to travel more slowly, thereby reducing speed-induced tracking and mechanical difficulties and/or execute fewer “wraps” to fill or read the tape. While the readers and writers may be arranged in a piggyback configuration as shown in FIG. 2C, the readers 216 and writers 214 may also be arranged in an interleaved configuration. Alternatively, each array of readers and/or writers 206 may be readers or writers only, and the arrays may contain one or more servo readers 212. As noted by considering FIGS. 2A and 2B-2C together, each module 204 may include a complementary set of readers and/or writers 206 for such things as bi-directional reading and writing, read-while-write capability, backward compatibility, etc.

FIG. 2D shows a partial tape bearing surface view of complementary modules of a magnetic tape head 200 according to one embodiment. In this embodiment, each module has a plurality of read/write (R/W) pairs in a piggyback configuration formed on a common substrate 204A and an optional electrically insulative layer 236. The writers, exemplified by the write transducer 214 and the readers, exemplified by the read transducer 216, are aligned parallel to an intended direction of travel of a tape medium thereacross to form an R/W pair, exemplified by the R/W pair 222. Note that the intended direction of tape travel is sometimes referred to herein as the direction of tape travel, and such terms may be used interchangeably. Such direction of tape travel may be inferred from the design of the system, e.g., by examining the guides; observing the actual direction of tape travel relative to the reference point; etc. Moreover, in a system operable for bi-direction reading and/or writing, the direction of tape travel in both directions is typically parallel and thus both directions may be considered equivalent to each other.

Several R/W pairs 222 may be present, such as 8, 16, 32 pairs, etc. The R/W pairs 222 as shown are linearly aligned in a direction generally perpendicular to a direction of tape travel thereacross. However, the pairs may also be aligned diagonally, etc. Servo readers 212 are positioned on the outside of the array of R/W pairs, the function of which is well known.

Generally, the magnetic tape medium moves in either a forward or reverse direction as indicated by arrow 220. The magnetic tape medium and head assembly 200 operate in a transducing relationship in the manner well-known in the art. The piggybacked magnetoresistive (MR) head assembly 200 includes two thin-film modules 224 and 226 of generally identical construction.

Modules 224 and 226 are joined together with a space present between closures 204B thereof (partially shown) to form a single physical unit to provide read-while-write capability by activating the writer of the leading module and reader of the trailing module aligned with the writer of the leading module parallel to the direction of tape travel relative thereto. When a module 224, 226 of a piggyback head 200 is constructed, layers are formed in the gap 218 created above an electrically conductive substrate 204A (partially shown), e.g., of AlTiC, in generally the following order for the R/W pairs 222: an insulating layer 236, a first shield 232 typically of an iron alloy such as NiFe (−), cobalt zirconium tantalum (CZT) or Al—Fe—Si (Sendust), a sensor 234 for sensing a data track on a magnetic medium, a second shield 238 typically of a nickel-iron alloy (e.g., ˜80/20 at % NiFe, also known as permalloy), first and second writer pole tips 228, 230, and a coil (not shown). The sensor may be of any known type, including those based on MR, GMR, AMR, tunneling magnetoresistance (TMR), etc.

The first and second writer poles 228, 230 may be fabricated from high magnetic moment materials such as ˜45/55 NiFe. Note that these materials are provided by way of example only, and other materials may be used. Additional layers such as insulation between the shields and/or pole tips and an insulation layer surrounding the sensor may be present. Illustrative materials for the insulation include alumina and other oxides, insulative polymers, etc.

The configuration of the tape head 126 according to one embodiment includes multiple modules, preferably three or more. In a write-read-write (W-R-W) head, outer modules for writing flank one or more inner modules for reading. Referring to FIG. 3, depicting a W-R-W configuration, the outer modules 252, 256 each include one or more arrays of writers 260. The inner module 254 of FIG. 3 includes one or more arrays of readers 258 in a similar configuration. Variations of a multi-module head include a R-W-R head (FIG. 4), a R-R-W head, a W-W-R head, etc. In yet other variations, one or more of the modules may have read/write pairs of transducers. Moreover, more than three modules may be present. In further approaches, two outer modules may flank two or more inner modules, e.g., in a W-R-R-W, a R-W-W-R arrangement, etc. For simplicity, a W-R-W head is used primarily herein to exemplify embodiments of the present invention. One skilled in the art apprised with the teachings herein will appreciate how permutations of the present invention would apply to configurations other than a W-R-W configuration.

FIG. 5 illustrates a magnetic head 126 according to one embodiment of the present invention that includes first, second and third modules 302, 304, 306 each having a tape bearing surface 308, 310, 312 respectively, which may be flat, contoured, etc. Note that while the term “tape bearing surface” appears to imply that the surface facing the tape 315 is in physical contact with the tape bearing surface, this is not necessarily the case. Rather, only a portion of the tape may be in contact with the tape bearing surface, constantly or intermittently, with other portions of the tape riding (or “flying”) above the tape bearing surface on a layer of air, sometimes referred to as an “air bearing”. The first module 302 will be referred to as the “leading” module as it is the first module encountered by the tape in a three module design for tape moving in the indicated direction. The third module 306 will be referred to as the “trailing” module. The trailing module follows the middle module and is the last module seen by the tape in a three module design. The leading and trailing modules 302, 306 are referred to collectively as outer modules. Also note that the outer modules 302, 306 will alternate as leading modules, depending on the direction of travel of the tape 315.

In one embodiment, the tape bearing surfaces 308, 310, 312 of the first, second and third modules 302, 304, 306 lie on about parallel planes (which is meant to include parallel and nearly parallel planes, e.g., between parallel and tangential as in FIG. 6), and the tape bearing surface 310 of the second module 304 is above the tape bearing surfaces 308, 312 of the first and third modules 302, 306. As described below, this has the effect of creating the desired wrap angle α₂ of the tape relative to the tape bearing surface 310 of the second module 304.

Where the tape bearing surfaces 308, 310, 312 lie along parallel or nearly parallel yet offset planes, intuitively, the tape should peel off of the tape bearing surface 308 of the leading module 302. However, the vacuum created by the skiving edge 318 of the leading module 302 has been found by experimentation to be sufficient to keep the tape adhered to the tape bearing surface 308 of the leading module 302. The trailing edge 320 of the leading module 302 (the end from which the tape leaves the leading module 302) is the approximate reference point which defines the wrap angle α₂ over the tape bearing surface 310 of the second module 304. The tape stays in close proximity to the tape bearing surface until close to the trailing edge 320 of the leading module 302. Accordingly, read and/or write elements 322 may be located near the trailing edges of the outer modules 302, 306. These embodiments are particularly adapted for write-read-write applications.

A benefit of this and other embodiments described herein is that, because the outer modules 302, 306 are fixed at a determined offset from the second module 304, the inner wrap angle α₂ is fixed when the modules 302, 304, 306 are coupled together or are otherwise fixed into a head. The inner wrap angle α₂ is approximately tan⁻¹ (δ/W) where δ is the height difference between the planes of the tape bearing surfaces 308, 310 and W is the width between the opposing ends of the tape bearing surfaces 308, 310. An illustrative inner wrap angle α₂ is in a range of about 0.3° to about 1.1°, though can be any angle required by the design.

Beneficially, the inner wrap angle α₂ on the side of the module 304 receiving the tape (leading edge) will be larger than the inner wrap angle α₃ on the trailing edge, as the tape 315 rides above the trailing module 306. This difference is generally beneficial as a smaller α₃ tends to oppose what has heretofore been a steeper exiting effective wrap angle.

Note that the tape bearing surfaces 308, 312 of the outer modules 302, 306 are positioned to achieve a negative wrap angle at the trailing edge 320 of the leading module 302. This is generally beneficial in helping to reduce friction due to contact with the trailing edge 320, provided that proper consideration is given to the location of the crowbar region that forms in the tape where it peels off the head. This negative wrap angle also reduces flutter and scrubbing damage to the elements on the leading module 302. Further, at the trailing module 306, the tape 315 flies over the tape bearing surface 312 so there is virtually no wear on the elements when tape is moving in this direction. Particularly, the tape 315 entrains air and so will not significantly ride on the tape bearing surface 312 of the third module 306 (some contact may occur). This is permissible, because the leading module 302 is writing while the trailing module 306 is idle.

Writing and reading functions are performed by different modules at any given time. In one embodiment, the second module 304 includes a plurality of data and optional servo readers 331 and no writers. The first and third modules 302, 306 include a plurality of writers 322 and no data readers, with the exception that the outer modules 302, 306 may include optional servo readers. The servo readers may be used to position the head during reading and/or writing operations. The servo reader(s) on each module are typically located towards the end of the array of readers or writers.

By having only readers or side by side writers and servo readers in the gap between the substrate and closure, the gap length can be substantially reduced. Typical heads have piggybacked readers and writers, where the writer is formed above each reader. A typical gap is 20-35 microns. However, irregularities on the tape may tend to droop into the gap and create gap erosion. Thus, the smaller the gap is the better. The smaller gap enabled herein exhibits fewer wear related problems.

In some embodiments, the second module 304 has a closure, while the first and third modules 302, 306 do not have a closure. Where there is no closure, preferably a hard coating is added to the module. One preferred coating is diamond-like carbon (DLC).

In the embodiment shown in FIG. 5, the first, second, and third modules 302, 304, 306 each have a closure 332, 334, 336, which extends the tape bearing surface of the associated module, thereby effectively positioning the read/write elements away from the edge of the tape bearing surface. The closure 332 on the second module 304 can be a ceramic closure of a type typically found on tape heads. The closures 334, 336 of the first and third modules 302, 306, however, may be shorter than the closure 332 of the second module 304 as measured parallel to a direction of tape travel over the respective module. This enables positioning the modules closer together. One way to produce shorter closures 334, 336 is to lap the standard ceramic closures of the second module 304 an additional amount. Another way is to plate or deposit thin film closures above the elements during thin film processing. For example, a thin film closure of a hard material such as Sendust or nickel-iron alloy (e.g., 45/55) can be formed on the module.

With reduced-thickness ceramic or thin film closures 334, 336 or no closures on the outer modules 302, 306, the write-to-read gap spacing can be reduced to less than about 1 mm, e.g., about 0.75 mm, or 50% less than commonly-used linear tape open (LTO) tape head spacing. The open space between the modules 302, 304, 306 can still be set to approximately 0.5 to 0.6 mm, which in some embodiments is ideal for stabilizing tape motion over the second module 304.

Depending on tape tension and stiffness, it may be desirable to angle the tape bearing surfaces of the outer modules relative to the tape bearing surface of the second module. FIG. 6 illustrates an embodiment where the modules 302, 304, 306 are in a tangent or nearly tangent (angled) configuration. Particularly, the tape bearing surfaces of the outer modules 302, 306 are about parallel to the tape at the desired wrap angle α₂ of the second module 304. In other words, the planes of the tape bearing surfaces 308, 312 of the outer modules 302, 306 are oriented at about the desired wrap angle α₂ of the tape 315 relative to the second module 304. The tape will also pop off of the trailing module 306 in this embodiment, thereby reducing wear on the elements in the trailing module 306. These embodiments are particularly useful for write-read-write applications. Additional aspects of these embodiments are similar to those given above.

Typically, the tape wrap angles may be set about midway between the embodiments shown in FIGS. 5 and 6.

FIG. 7 illustrates an embodiment where the modules 302, 304, 306 are in an overwrap configuration. Particularly, the tape bearing surfaces 308, 312 of the outer modules 302, 306 are angled slightly more than the tape 315 when set at the desired wrap angle α₂ relative to the second module 304. In this embodiment, the tape does not pop off of the trailing module, allowing it to be used for writing or reading. Accordingly, the leading and middle modules can both perform reading and/or writing functions while the trailing module can read any just-written data. Thus, these embodiments are preferred for write-read-write, read-write-read, and write-write-read applications. In the latter embodiments, closures should be wider than the tape canopies for ensuring read capability. The wider closures may require a wider gap-to-gap separation. Therefore, a preferred embodiment has a write-read-write configuration, which may use shortened closures that thus allow closer gap-to-gap separation.

Additional aspects of the embodiments shown in FIGS. 6 and 7 are similar to those given above.

A 32 channel version of a multi-module head 126 may use cables 350 having leads on the same or smaller pitch as current 16 channel piggyback LTO modules, or alternatively the connections on the module may be organ-keyboarded for a 50% reduction in cable span. Over-under, writing pair unshielded cables may be used for the writers, which may have integrated servo readers.

The outer wrap angles α₁ may be set in the drive, such as by guides of any type known in the art, such as adjustable rollers, slides, etc. or alternatively by outriggers, which are integral to the head. For example, rollers having an offset axis may be used to set the wrap angles. The offset axis creates an orbital arc of rotation, allowing precise alignment of the wrap angle α₁.

To assemble any of the embodiments described above, conventional u-beam assembly can be used. Accordingly, the mass of the resultant head may be maintained or even reduced relative to heads of previous generations. In other approaches, the modules may be constructed as a unitary body. Those skilled in the art, armed with the present teachings, will appreciate that other known methods of manufacturing such heads may be adapted for use in constructing such heads. Moreover, unless otherwise specified, processes and materials of types known in the art may be adapted for use in various embodiments in conformance with the teachings herein, as would become apparent to one skilled in the art upon reading the present disclosure.

As a tape is run over a module, it is preferred that the tape passes sufficiently close to magnetic transducers on the module such that reading and/or writing is efficiently performed, e.g., with a low error rate. According to some approaches, tape tenting may be used to ensure the tape passes sufficiently close to the portion of the module having the magnetic transducers. To better understand this process, FIGS. 8A-8C illustrate the principles of tape tenting. FIG. 8A shows a module 800 having an upper tape bearing surface 802 extending between opposite edges 804, 806. A stationary tape 808 is shown wrapping around the edges 804, 806. As shown, the bending stiffness of the tape 808 lifts the tape off of the tape bearing surface 802. Tape tension tends to flatten the tape profile, as shown in FIG. 8A. Where tape tension is minimal, the curvature of the tape is more parabolic than shown.

FIG. 8B depicts the tape 808 in motion. The leading edge, i.e., the first edge the tape encounters when moving, may serve to skive air from the tape, thereby creating a subambient air pressure between the tape 808 and the tape bearing surface 802. In FIG. 8B, the leading edge is the left edge and the right edge is the trailing edge when the tape is moving left to right. As a result, atmospheric pressure above the tape urges the tape toward the tape bearing surface 802, thereby creating tape tenting proximate each of the edges. The tape bending stiffness resists the effect of the atmospheric pressure, thereby causing the tape tenting proximate both the leading and trailing edges. Modeling predicts that the two tents are very similar in shape.

FIG. 8C depicts how the subambient pressure urges the tape 808 toward the tape bearing surface 802 even when a trailing guide 810 is positioned above the plane of the tape bearing surface.

It follows that tape tenting may be used to direct the path of a tape as it passes over a module. As previously mentioned, tape tenting may be used to ensure the tape passes sufficiently close to the portion of the module having the magnetic transducers, preferably such that reading and/or writing is efficiently performed, e.g., with a low error rate.

Magnetic tapes may be stored in tape cartridges that are, in turn, stored at storage slots or the like inside a data storage library. The tape cartridges may be stored in the library such that they are accessible for physical retrieval. In addition to magnetic tapes and tape cartridges, data storage libraries may include data storage drives that store data to, and/or retrieve data from, the magnetic tapes. Moreover, tape libraries and the components included therein may implement a file system which enables access to tape and data stored on the tape.

File systems may be used to control how data is stored in, and retrieved from, memory. Thus, a file system may include the processes and data structures that an operating system uses to keep track of files in memory, e.g., the way the files are organized in memory. Linear Tape File System (LTFS) is an exemplary format of a file system that may be implemented in a given library in order to enables access to compliant tapes. It should be appreciated that various embodiments herein can be implemented with a wide range of file system formats, including for example IBM Spectrum Archive Library Edition (LTFS LE). However, to provide a context, and solely to assist the reader, some of the embodiments below may be described with reference to LTFS which is a type of file system format. This has been done by way of example only, and should not be deemed limiting on the invention defined in the claims.

A tape cartridge may be “loaded” by inserting the cartridge into the tape drive, and the tape cartridge may be “unloaded” by removing the tape cartridge from the tape drive. Once loaded in a tape drive, the tape in the cartridge may be “threaded” through the drive by physically pulling the tape (the magnetic recording portion) from the tape cartridge, and passing it above a magnetic head of a tape drive. Furthermore, the tape may be attached on a take-up reel (e.g., see 121 of FIG. 1A above) to move the tape over the magnetic head.

Once threaded in the tape drive, the tape in the cartridge may be “mounted” by reading metadata on a tape and bringing the tape into a state where the LTFS is able to use the tape as a constituent component of a file system. Moreover, in order to “unmount” a tape, metadata is preferably first written on the tape (e.g., as an index), after which the tape may be removed from the state where the LTFS is allowed to use the tape as a constituent component of a file system. Finally, to “unthread” the tape, the tape is unattached from the take-up reel and is physically placed back into the inside of a tape cartridge again. The cartridge may remain loaded in the tape drive even after the tape has been unthreaded, e.g., waiting for another read and/or write request. However, in other instances, the tape cartridge may be unloaded from the tape drive upon the tape being unthreaded, e.g., as described above.

Magnetic tape is a sequential access medium. Thus, new data is written to the tape by appending the data at the end of previously written data. It follows that when data is recorded in a tape having only one partition, metadata (e.g., allocation information) is continuously appended to an end of the previously written data as it frequently updates and is accordingly rewritten to tape. As a result, the rearmost information is read when a tape is first mounted in order to access the most recent copy of the metadata corresponding to the tape. However, this introduces a considerable amount of delay in the process of mounting a given tape.

To overcome this delay caused by single partition tape mediums, the LTFS format includes a tape that is divided into two partitions, which include an index partition and a data partition. The index partition may be configured to record metadata (meta information), e.g., such as file allocation information (Index), while the data partition may be configured to record the body of the data, e.g., the data itself.

Looking to FIG. 9, a magnetic tape 900 having an index partition 902 and a data partition 904 is illustrated according to one embodiment. As shown, data files and indexes are stored on the tape. The LTFS format allows for index information to be recorded in the index partition 902 at the beginning of tape 906, as would be appreciated by one skilled in the art upon reading the present description.

As index information is updated, it preferably overwrites the previous version of the index information, thereby allowing the currently updated index information to be accessible at the beginning of tape in the index partition. According to the specific example illustrated in FIG. 9, a most recent version of metadata Index 3 is recorded in the index partition 902 at the beginning of the tape 906. Conversely, all three version of metadata Index 1, Index 2, Index 3 as well as data File A, File B, File C, File D are recorded in the data partition 904 of the tape. Although Index 1 and Index 2 are old (e.g., outdated) indexes, because information is written to tape by appending it to the end of the previously written data as described above, these old indexes Index 1, Index 2 remain stored on the tape 900 in the data partition 904 without being overwritten.

The metadata may be updated in the index partition 902 and/or the data partition 904 the same or differently depending on the desired embodiment. According to some embodiments, the metadata of the index and/or data partitions 902, 904 may be updated in response to the tape being unmounted, e.g., such that the index may be read quickly from the index partition when that tape is mounted again. The metadata is preferably also written in the data partition 904 so the tape may be mounted using the metadata recorded in the data partition 904, e.g., as a backup option.

According to one example, which is no way intended to limit the invention, LTFS LE may be used to provide the functionality of writing an index in the data partition when a user explicitly instructs the system to do so, or at a time designated by a predetermined period which may be set by the user, e.g., such that data loss in the event of sudden power stoppage can be mitigated.

Conventionally, customers are sent one type of head with a tape drive and a standardized level of calibration. A standardized set of operation settings and/or specifications may not meet the needs of various consumer usage patterns. Some of the embodiments disclosed below describe a method of gathering information about usage patterns associated with tape drives including the size and/or amount of data that is processed, external factors, customer requirements, etc. Based on the gathered information, the tape drives may be properly tuned to the usage model associated with each tape drive. The usage model may provide guidance for implementing certain actions that may extend the life of the tape drive. Actions may include preventative measures which reduce the likelihood of tape head breakage, wear to the tape head, tape head replacement, tape head repair, warranty claims, etc. The usage model may be adaptable to changing usage patterns for the associated tape drive.

For example, a common customer usage model comprises an LLD usage model. In an LLD usage model, tape cartridges are frequently rewritten to and reused. Tape cartridges in an LLD usage mode are typically reused about 20-50 times a year, but again, actual use varies from customer to customer.

Another usage model may comprise a constant append model (also known as a high seek and append model) where multiple small packets of data are periodically appended to the tape media in a single tape cartridge. A high seek and append model may be characterized by a high number of loads and/or unloads. A high seek and append model may be characterized by a relatively high number of motion meters because numerous lengths of tape media travel over the head in order to find the last place on the tape media that was written to.

Yet another usage model may include a green media usage model. In a green media usage model, tape drives typically write to new tape cartridges once and then the tape cartridges are stored indefinitely. The used tape cartridges are often stored with little to no intention of being rewritten to. Green media usage typically reflects the usage pattern for many cloud-vendor customers. Green media usage may be characterized by a relatively high number of new tape cartridges being processed by the tape drive.

Now referring to FIG. 10, a flowchart of a method 1000 is shown according to one embodiment. The method 1000 may be performed in accordance with the present invention in any of the environments depicted in FIGS. 1-9, among others, in various embodiments. Of course, more or less operations than those specifically described in FIG. 10 may be included in method 1000, as would be understood by one of skill in the art upon reading the present descriptions.

Each of the steps of the method 1000 may be performed by any suitable component of the operating environment. For example, in various embodiments, the method 1000 may be partially or entirely performed by a computer, or some other device having one or more processors therein. The processor, e.g., processing circuit(s), chip(s), and/or module(s) implemented in hardware and/or software, and preferably having at least one hardware component may be utilized in any device to perform one or more steps of the method 1000. Illustrative processors include, but are not limited to, a central processing unit (CPU), an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), etc., combinations thereof, or any other suitable computing device known in the art.

As shown in FIG. 10, method 1000 includes operation 1002 which includes gathering usage data of a tape drive during usage of the tape drive. Usage data of the tape drive may include various inputs. Inputs may comprise a number of data sets processed, a number of new tapes used, a number of loads and/or unloads, a number of motion meters, a number of cleaning cycles, a number of tapes processed by the tape drive in association with a vendor identity, a number of cleaning tapes processed by the tape drive in association with a vendor identity, drive temperature, drive humidity, a number of months in service, a number of read operations, or any other information which may be associated with the tape drive. The usage data may be stored in association with the tape drive in any form known in the art. In a preferred approach, the usage data is stored in a table.

Usage data may include a number of new tapes used in the tape drive. New tapes may refer to tapes which have been used less than 5 times.

Usage data may include a number of tapes processed by the tape drive in association with a vendor identity of each of the tapes. A vendor identity may refer to the vendor, the manufacturer, the make of the tape media, the model of the tape media, etc.

Usage data may be stored directly on the tape drive, in the tape drive system, in the library, in a cloud-based service, etc. The usage data may be collected by the library and/or in the tape drive in a “data dump.” In a preferred approach, the usage data is stored on the tape drive such that the usage data is accessible even in case of drive failure and/or transportation of the tape drive. In some approaches, usage data may correspond to individual tape drives and/or tape drive libraries.

Operation 1004 comprises creating and/or updating a usage model based on the usage data. As described above, various usage models may comprise an LLD usage model, a high seek and append model, a green media usage model, a high wear usage model, etc. Usage models should not be limited by these exemplary usage models and one having ordinary skill in the art would understand that a usage model may be created based on various characteristics derived from usage data.

In one approach, the usage model may correspond to an individual tape drive. In other approaches, the usage model may correspond to the tape drive library comprising a system of tape drives. In yet another approach, the usage model may correspond to individual tape drives and the tape drive library comprising a system of tape drives.

In some embodiments, the usage model is created by predefined thresholds of the usage data. Each input which comprises the usage data may have a predefined threshold as set by the user, the manufacturer, the seller, the field engineer, a default setting, etc. For example, a usage pattern may be considered a green media usage model if the tape drive writes to multiple media cartridges with usage less than 2 Full File Passes (FFP), a metric stored in each cartridge, and/or a set of tape cartridges (e.g. 10 cartridges) most recently used having a median usage less than 2 FFP. A usage pattern may be considered a high-seek and append usage model if more than an excessive number (e.g. 20) of write append requests (or load/unloads) are required to fill up 1 FFP.

Operation 1004 may comprise creating a usage model based on the usage data. The usage model may be any of the usage models as described above, a combination of the usage models as described above, a new usage model based on various usage data characteristics, etc. In one approach, the usage model is not selected from a predefined set of usage models and is created based on the usage data associated with a particular tape drive.

Operation 1004 may comprise updating a usage model based on the usage data. Updating the usage model may comprise adjusting a threshold for defining the usage model, changing the usage model characterization of the tape drive, adjusting the confidence level of the usage model, supplementing usage data, etc. In one approach, the usage model was previously created and/or selected from predefined usage models and operation 1004 updates the usage model.

Operation 1004 may comprise creating and updating a usage model based on the usage data. For example, a usage model may be created based on the usage data associated with a particular tape drive and updated based on the usage data.

In some approaches, a default usage model is set for the tape drive if there is no usage data and/or there is less than a predetermined confidence level to create a usage model for the particular tape drive. In one approach, an LLD usage model is the default usage model for the tape drive.

Operation 1006 comprises determining that the usage model has reached a predefined confidence level. A usage model associated with a tape drive may have a corresponding confidence level. The confidence level may correspond to how likely the usage model matches the actual usage patterns of the customer. A confidence level may be associated with a threshold number of inputs, a range of number of inputs, a percentage derived from usage data, etc.

For example, a confidence level may start at 0% if there is no usage data associated with the tape drive and the usage model is a default usage model. As usage data is gathered, the confidence level may rise (e.g. to 90%) if the usage data begins to match the threshold parameters of the usage model associated with the particular tape drive.

A predefined confidence level may be any confidence level set by the user, the manufacturer, a default setting, the seller, etc. In a preferred approach, the predefined confidence level may be at least 90%.

Operation 1008 comprises performing an action in response to determining that the usage model has reached the predefined confidence level. An action preferably helps to extend the life of the tape drive. An action may include actions performed within the tape drive and/or recommendations for actions. Recommendations for actions may be output to the user, to the manufacturer, to the field engineer, etc.

Recommendations for actions may include recommendations for repairing the head and/or any other component, replacing the head and/or any other component, replacing the head and/or any other component with a different make and/or model, setting a warranty risk to low, setting a “Do Not Eject After Write” mode, adjusting the read bias of the tape drive, adjusting a temperature and/or humidity setting within the data storage library, adjusting the amplitude setting in the tape drive, changing the vendor of the tape media used in the tape drive, changing a setting in the data center, etc.

An action which may be performed within the tape drive may include setting a warranty risk to low, setting a “Do Not Eject After Write” mode, adjusting the read bias of the tape drive, adjusting the amplitude setting in the tape drive, adjusting the read bias, etc. Actions which may be performed within the tape drive may comprise outputting a recommendation to a user, to the manufacturer, to the repair service, to a field engineer, etc. for any of the actions described above.

In some approaches, adjusting a setting may be for increasing the sensitivity of the readers for early detection of errors. In other approaches, adjusting a setting may be any preventative measure intended to increase the life of the tape drive, reduce tape head breakage (including wear), reduce tape head replacement frequency, reduce warranty claims, etc.

The action may comprise providing guidance to the manufacturer for tailoring the drive build for certain customers with various usage models. For example, if a customer's usage model is known, a manufacturer may preemptively tune tape drives for the known usage model rather than beginning with a default usage model and gathering usage data to create a usage model associated with the tape drive.

An action may include recommending use of a particular kind of tape. A particular kind of tape may refer to tape from a particular vendor, a particular model of tape, a specific product, etc.

For example, if the method 1000 has reached a predefined confidence level of a green media usage model, operation 1008 may include recommending a different vendor of tape media. Green media usage models typically write to a new tape cartridge once and then store the tape cartridge indefinitely with little to no intention of rewriting to the tape media in the tape cartridge. The tape media within new tape cartridges is customarily rougher than tape media which has been read from/written to multiple times. A tape drive which mostly writes to new tape cartridges may have a higher likelihood of head breakage and/or wear. To prevent head issues prior to an end of a warranty period, various embodiments of the present method may recommend that the customer use less-abrasive media from another vendor based on their green media usage model.

Another example where an action may include recommending use of a particular kind of tape includes usage data which includes a number of tapes processed by the tape drive in association with a vendor identity of each of the tapes. The quality of tape media may vary significantly from vendor to vendor. Some kinds of tape media leave more deposits than others on the tape head, on the tape media, within the tape drive, etc. Some kinds of tape media may be more abrasive to tape heads than others. Some kinds of tape media react more or less adversely (e.g. become more abrasive) to temperature and/or humidity fluctuations. Based on the usage model of the tape drive, it may be preferable to use a particular kind of tape.

An action may include instructing less unloading of tapes after use. For example, in a high seek and append mode, multiple small packets of data are appended to tape media in a tape cartridge. In a simplified example, each time data is appended to the tape media in the tape cartridge, the tape cartridge is mounted, the tape drive finds the end of the written portion of the tape media, the tape drive appends the small packets of data, and the tape cartridge is typically unmounted. The usage data may include a threshold number of loads and/or unload such that a high seek and append mode is associated with the tape drive. Excessive loading and/or unloading of tape cartridges typically results in wearing out the head of the tape drive because the thicker, and more abrasive leader tape portion of the tape media passes over the head when moving to the end of the written portion of the tape media. In one example, an action may include instructing less unloading of tapes after use to prevent wear to the tape head within the tape drive. Another action in a high seek and append usage model may include keeping the tape media at a particular location after the tape media was written to in order to avoid wear to the tape head within the tape drive from excessive passing over the leader tape portion.

An action may include recommending replacing a tape head with a different tape head. A different tape head may be from a different vendor, manufacturer, make, model, configuration, etc.

For example, operation 1008 may include recommending replacing a giant magnetoresistive (GMR) head with a tunneling magnetoresistance (TMR) head for various usage models or vice versa. A GMR head may be recommended for an LLD usage model because GMR heads are typically more affordable than TMR heads. A TMR head may be recommended for usage models which benefit from higher signal strength and more head wear resistance.

The method 1000 may be reperformed throughout the usage of the tape drive. Usage data may be substantially continuously gathered. Supplemental usage data may be used to change and/or update the confidence level and/or the usage model. In response to a change in the confidence level, the method 1000 may comprise performing different actions, performing more of the same actions, stopping the performance of actions, etc. In preferred approaches, the recommended actions are preventative measures which reduce the occurrence of tape drive failure, tape head breakage, warranty claims, etc. Such preventative measures reduce costs associated with tape drive failure, tape head breakage, warranty claims, etc. for the manufacturer, the consumer, etc.

The present invention may be a system, a method, and/or a computer program product. The computer program product may include a computer readable storage medium (or media) having computer readable program instructions thereon for causing a processor to carry out aspects of the present invention.

The computer readable storage medium can be a tangible device that can retain and store instructions for use by an instruction execution device. The computer readable storage medium may be, for example, but is not limited to, an electronic storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing. A non-exhaustive list of more specific examples of the computer readable storage medium includes the following: a portable computer diskette, a hard disk, a random access memory (RAM), a ROM, an erasable programmable read-only memory (EPROM or Flash memory), a static random access memory (SRAM), a portable compact disc read-only memory (CD-ROM), a digital versatile disk (DVD), a memory stick, a floppy disk, a mechanically encoded device such as punch-cards or raised structures in a groove having instructions recorded thereon, and any suitable combination of the foregoing. A computer readable storage medium, as used herein, is not to be construed as being transitory signals per se, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through a waveguide or other transmission media (e.g., light pulses passing through a fiber-optic cable), or electrical signals transmitted through a wire.

Computer readable program instructions described herein can be downloaded to respective computing/processing devices from a computer readable storage medium or to an external computer or external storage device via a network, for example, the Internet, a local area network, a wide area network and/or a wireless network. The network may comprise copper transmission cables, optical transmission fibers, wireless transmission, routers, firewalls, switches, gateway computers and/or edge servers. A network adapter card or network interface in each computing/processing device receives computer readable program instructions from the network and forwards the computer readable program instructions for storage in a computer readable storage medium within the respective computing/processing device.

Computer readable program instructions for carrying out operations of the present invention may be assembler instructions, instruction-set-architecture (ISA) instructions, machine instructions, machine dependent instructions, microcode, firmware instructions, state-setting data, or either source code or object code written in any combination of one or more programming languages, including an object oriented programming language such as Smalltalk, C++ or the like, and conventional procedural programming languages, such as the “C” programming language or similar programming languages. The computer readable program instructions may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the latter scenario, the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet Service Provider). In some embodiments, electronic circuitry including, for example, programmable logic circuitry, field-programmable gate arrays (FPGA), or programmable logic arrays (PLA) may execute the computer readable program instructions by utilizing state information of the computer readable program instructions to personalize the electronic circuitry, in order to perform aspects of the present invention.

Aspects of the present invention are described herein with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer readable program instructions.

These computer readable program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks. These computer readable program instructions may also be stored in a computer readable storage medium that can direct a computer, a programmable data processing apparatus, and/or other devices to function in a particular manner, such that the computer readable storage medium having instructions stored therein comprises an article of manufacture including instructions which implement aspects of the function/act specified in the flowchart and/or block diagram block or blocks.

The computer readable program instructions may also be loaded onto a computer, other programmable data processing apparatus, or other device to cause a series of operational steps to be performed on the computer, other programmable apparatus or other device to produce a computer implemented process, such that the instructions which execute on the computer, other programmable apparatus, or other device implement the functions/acts specified in the flowchart and/or block diagram block or blocks.

The flowchart and block diagrams in the Figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods, and computer program products according to various embodiments of the present invention. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of instructions, which comprises one or more executable instructions for implementing the specified logical function(s). In some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems that perform the specified functions or acts or carry out combinations of special purpose hardware and computer instructions.

Moreover, a system according to various embodiments may include a processor and logic integrated with and/or executable by the processor, the logic being configured to perform one or more of the process steps recited herein. By integrated with, what is meant is that the processor has logic embedded therewith as hardware logic, such as an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), etc. By executable by the processor, what is meant is that the logic is hardware logic; software logic such as firmware, part of an operating system, part of an application program; etc., or some combination of hardware and software logic that is accessible by the processor and configured to cause the processor to perform some functionality upon execution by the processor. Software logic may be stored on local and/or remote memory of any memory type, as known in the art. Any processor known in the art may be used, such as a software processor module and/or a hardware processor such as an ASIC, a FPGA, a central processing unit (CPU), an integrated circuit (IC), etc.

It will be clear that the various features of the foregoing systems and/or methodologies may be combined in any way, creating a plurality of combinations from the descriptions presented above.

It will be further appreciated that embodiments of the present invention may be provided in the form of a service deployed on behalf of a customer.

The inventive concepts disclosed herein have been presented by way of example to illustrate the myriad features thereof in a plurality of illustrative scenarios, embodiments, and/or implementations. It should be appreciated that the concepts generally disclosed are to be considered as modular, and may be implemented in any combination, permutation, or synthesis thereof. In addition, any modification, alteration, or equivalent of the presently disclosed features, functions, and concepts that would be appreciated by a person having ordinary skill in the art upon reading the instant descriptions should also be considered within the scope of this disclosure.

While various embodiments have been described above, it should be understood that they have been presented by way of example only, and not limitation. Thus, the breadth and scope of an embodiment of the present invention should not be limited by any of the above-described exemplary embodiments, but should be defined only in accordance with the following claims and their equivalents. 

What is claimed is:
 1. A method, comprising: gathering usage data of a tape drive during usage thereof; creating and/or updating a usage model based on the usage data; determining that the usage model has reached a predefined confidence level; and performing an action in response to determining that the usage model has reached the predefined confidence level.
 2. The method as recited in claim 1, wherein the usage data includes a number of new tapes used in the tape drive.
 3. The method as recited in claim 2, wherein the action includes recommending use of a particular kind of tape.
 4. The method as recited in claim 1, wherein the usage data includes a number of tapes processed by the tape drive in association with a vendor identity of each of the tapes.
 5. The method as recited in claim 4, wherein the action includes recommending use of a particular kind of tape.
 6. The method as recited in claim 1, wherein the usage data includes a number of loads and/or unloads.
 7. The method as recited in claim 6, wherein the action includes instructing less unloading of tapes after use.
 8. The method as recited in claim 1, wherein the usage data includes data selected from the group consisting of: number of data sets processed, number of motion meters, number of cleaning cycles, drive temperature, number of months in service, and number of read operations.
 9. The method as recited in claim 1, wherein the action includes recommending replacement of a head of the tape drive.
 10. A computer program product for increasing the life of tape drives, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a computer to cause the computer to: gather usage data of a tape drive during usage thereof; create and/or update a usage model based on the usage data; determine that the usage model has reached a predefined confidence level; and perform an action in response to determining that the usage model has reached the predefined confidence level.
 11. The computer program product as recited in claim 10, wherein the usage data includes a number of new tapes used in the tape drive.
 12. The computer program product as recited in claim 11, wherein the action includes recommending use of a particular kind of tape.
 13. The computer program product as recited in claim 10, wherein the usage data includes a number of tapes processed by the tape drive in association with a vendor identity of each of the tapes.
 14. The computer program product as recited in claim 13, wherein the action includes recommending use of a particular kind of tape.
 15. The computer program product as recited in claim 10, wherein the usage data includes a number of loads and/or unloads.
 16. The computer program product as recited in claim 15, wherein the action includes instructing less unloading of tapes after use.
 17. The computer program product as recited in claim 10, wherein the usage data includes data selected from the group consisting of: number of data sets processed, number of motion meters, number of cleaning cycles, drive temperature, number of months in service, and number of read operations.
 18. The computer program product as recited in claim 10, wherein the action includes recommending replacement of a head of the tape drive.
 19. An apparatus, comprising: a magnetic head; a controller coupled to the magnetic head, the controller being configured to: gather usage data of a tape drive during usage thereof, create and/or update a usage model based on the usage data, determine that the usage model has reached a predefined confidence level, and perform an action in response to determining that the usage model has reached the predefined confidence level; and a drive mechanism for passing a magnetic medium over the magnetic head.
 20. The apparatus as recited in claim 19, wherein the usage data includes a number of new tapes used in the tape drive. 